Eo Ability Dream — 技能工具
v1.0.0自我进化能力(Dream Module)，空闲时自动分析失败案例，学习新模式，更新Pattern库
0· 45·0 当前·0 累计
by 安全扫描
OpenClaw
可疑
medium confidenceThe skill claims autonomous "dreaming" that analyzes real work logs and updates a Pattern library, but provides no details about where logs/patterns come from or what access it needs — that mismatch is potentially risky or misleading.
评估建议
This skill's description and runtime instructions claim it will automatically analyze recent work logs and update a Pattern library, but it doesn't say where logs come from, where patterns are stored, or what permissions/credentials it needs. Before installing, ask the author to provide: (1) a precise data flow — which files, directories, or APIs will be read and written; (2) explicit required environment variables or config paths for any logs or pattern storage; (3) whether any data is sent to ...详细分析 ▾
⚠ 用途与能力
The description promises automatic analysis of "real work logs" and automatic updates to a Pattern Library, but the skill declares no required env vars, config paths, or binaries. A capability that reads logs and updates persistent pattern storage normally requires declared access (paths, credentials, or APIs). The lack of declared access is inconsistent with the stated purpose.
⚠ 指令范围
SKILL.md describes steps like "analyze recent work logs" and "update Pattern Library" but does not specify which files, endpoints, or services to read/write, nor any limits on what data may be collected or transmitted. These instructions give the agent broad, unspecified discretion to gather context and modify libraries, which is scope-creep for an instruction-only skill.
✓ 安装机制
No install spec and no code files—nothing will be written to disk by the skill itself during install. This is the lowest-risk install profile.
⚠ 凭证需求
The skill requests no environment variables or credentials but asserts it can analyze "真实工作日志" when integrated with an EO plugin. If it needs access to other plugins' data or to system logs, those credentials/paths should be declared. The absence of declared access is disproportionate to the described functionality.
⚠ 持久化与权限
While 'always' is false, the skill advertises autonomous background behavior ("空闲时自动触发"). Given autonomous invocation is allowed by default, this combination means the skill could run in the background and operate on unspecified data without explicit user action. That autonomy combined with vague data access increases risk.
安全有层次，运行前请审查代码。
运行时依赖
无特殊依赖
版本
latestv1.0.02026/4/8
Initial release of eo-ability-dream: - Introduces an autonomous "Dream Module" for self-evolution during idle periods. - Automatically analyzes failure cases, learns new expert collaboration patterns, and updates a Pattern Library. - Supports mode selection: works independently or with EO plugin for enhanced functionality. - Provides command-line interface for status checks and setting focus areas. - Includes optimized checkpoint strategies and improved validation feedback.
● 可疑
安装命令 点击复制
官方npx clawhub@latest install eo-ability-dream
镜像加速npx clawhub@latest install eo-ability-dream --registry https://cn.clawhub-mirror.com
技能文档
自我进化能力 (Dream Module) - 睡觉时也在进化，自动学习新模式
一句话介绍
灵感来自"钢铁龙虾军团睡觉时也在进化"，空闲时自动分析失败案例，学习新模式，更新Pattern库。
核心功能
- 失败分析: 空闲时分析失败案例，找出问题根因
- 模式学习: 学习新的专家协作模式
- Pattern更新: 自动更新Pattern Library
- Checkpoint优化: 优化验证策略
使用方法
启动 Dream
# 启动做梦模式
/dream# 指定学习方向
/dream "重点学习架构设计模式"
/dream "分析最近3次失败的代码审查"
查看状态
# 查看 Dream 状态
/dream status# 输出：
# 🌙 Dream Module 状态
# 状态: sleeping
# 上次活跃: 2026-04-07 10:00
# 学到的模式: 15
# 改进建议: 3
与EO插件的协同
- 独立使用
- 被案例7（多智能体团队协作）展示
独立运行模式（有EO vs 无EO）
| 模式 | 能力 |
|---|---|
| 有EO插件 | 空闲时自动触发、分析真实工作日志、更新Pattern库 |
| 无插件（基础） | 手动触发、通用模式学习 |
Dream Process
1. 分析最近的工作日志
- 识别失败模式
- 学习成功案例
- 更新 Pattern Library
- 优化 Checkpoint 策略
- 生成改进建议
Interface
Input
interface DreamInput {
action: 'sleep' | 'wake' | 'status' | 'learn' | 'report'
focus?: string[] // 重点学习方向
analyzeCases?: string[] // 要分析的案例
}
Output
interface DreamOutput {
status: 'sleeping' | 'working' | 'idle'
improvements: Improvement[]
patternsLearned: number
dreamLog?: string
}
🦞⚙️ 钢铁龙虾军团 - 让进化永不停歇
数据来源：ClawHub ↗ · 中文优化：龙虾技能库
OpenClaw 技能定制 / 插件定制 / 私有工作流定制
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